diff --git a/timm/models/metaformers.py b/timm/models/metaformers.py
index d5bf9692..1356c769 100644
--- a/timm/models/metaformers.py
+++ b/timm/models/metaformers.py
@@ -814,7 +814,7 @@ class MetaFormer(nn.Module):
         #x = self.norm(x)
         # (B, H, W, C) -> (B, C)
         #x = self.head(x)
-        x=self.head(self.norm(x.mean([1, 2])))
+        x=self.head(self.norm(x.mean([2, 3])))
         return x
         
     def forward_features(self, x):